Multi-agent artificial intelligence (AI) is revolutionizing our skill to tackle demanding tasks by enabling self-governing agents to interoperate. These intelligent entities can focus on specific aspects of a problem, leveraging their collective knowledge and capabilities to achieve enhanced results. This paradigm shift in AI offers extraordinary